Clustering Based Niching for Genetic Programming in the R Environment

Created by W.Langdon from gp-bibliography.bib Revision:1.8051

@InProceedings{Flas10f,

• author = "Oliver Flasch and Thomas Bartz-beielstein and Patrick Koch and Wolfgang Konen",
• title = "Clustering Based Niching for Genetic Programming in the R Environment",
• booktitle = "Proceedings 20. Workshop Computational Intelligence",
• year = "2010",
• editor = "Frank Hoffmann and Eyke Huellermeier",
• pages = "33--46",
• publisher = "Universitaetsverlag Karlsruhe",
• keywords = "genetic algorithms, genetic programming",
• pubstate = "published",
• annote = "Fakult{\"a}t F{\"u}r Informatik Und Ingenieurwissenschaften; The Pennsylvania State University CiteSeerX Archives",
• bibsource = "OAI-PMH server at citeseerx.ist.psu.edu",
• language = "en",
• oai = "oai:CiteSeerX.psu:10.1.1.301.5035",
• rights = "Metadata may be used without restrictions as long as the oai identifier remains attached to it.",
• URL = "http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.301.5035",
• URL = "http://www.gm.fh-koeln.de/~bartz/Papers.d/Flas10f.pdf",
• URL = "http://lwibs01.gm.fh-koeln.de/blogs/konen/publications-wolfgang-konen/?tgid=20&yr&type&auth",
• abstract = "In this paper, we give a short introduction into RGP, a new genetic programming (GP) system based on the statistical package R. The system implements classical untyped tree-based genetic programming as well as more advanced variants including, for example, strongly typed genetic programming and Pareto genetic programming. The main part of this paper is concerned with the problem of premature convergence of GP populations, accompanied by a loss of genetic diversity, resulting in poor effectiveness of the search. We propose a clustering based niching approach to mitigate this problem. The results of preliminary experiments confirm that clustering based niching is effective in preserving genetic diversity in GP populations.",

}

Genetic Programming entries for Oliver Flasch Thomas Bartz-Beielstein Patrick Koch Wolfgang Konen

Citations